{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploring sea ice heights with ICESat-2 (ATL07)\n",
    "\n",
    "Information obtained primarily from the ATL07/10 Algorithm Theoretical Basis Document (ATBD, Kwok et al., 2019) and the NSIDC product description page: https://nsidc.org/data/atl07.   \n",
    "\n",
    "* Notebook author: Ellen Buckley, heavily based on 2019 Hackweek notebook by Alek Petty, and  relying extensively on above product manuals.    \n",
    "* Description: Notebook describing the ICESat-2 ATL07 product.   \n",
    "* Input requirements: Demo ATL07 and ATL03 data files imported from tutorials-data folder   \n",
    "* Date: June 2020\n",
    "* More info: at NSIDC https://nsidc.org/data/atl07 under the Technical References tab you'll see:\n",
    "    - ATL07/ATL10 Algorithm Theoretical Basis Document (ATBD)\n",
    "    - the data dictionary\n",
    "    - the known issues document\n",
    "\n",
    "## Notebook objectives\n",
    "* General understanding of the data included in a typical ATL07 file.\n",
    "* Reading in, plotting and basic analysis of ATL07 data.\n",
    "* How variables change with different surface types.\n",
    "* How clouds affect surface returns\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import datetime as dt\n",
    "import matplotlib.pyplot as plt\n",
    "import cartopy.crs as ccrs\n",
    "import h5py\n",
    "from scipy.interpolate import interp1d\n",
    "from astropy.time import Time\n",
    "import readers as rd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Select and Import Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Granule Selection\n",
    "\n",
    "Naming convention for ATL07 files: Instead of 14 regions, there are only 2: Northern Hemisphere (01), and Southern Hemisphere (02). For Northern Hemisphere products look for files that start with 'ATL07-01'\n",
    "\n",
    "'ATL07-[HH] _ [yyyymmdd][hhmmss] _ [ttttccss]_[vvv_rr].h5'\n",
    "\n",
    "'ATL07-01_20190324002217_13070201_002_01.h5'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Import Data\n",
    "\n",
    "You can either get the data for this tutorial from the tutorial-data/sea-ice/ folder (at the hackweek) or download from NSIDC if you are running this on your local machine"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_loc='/home/jovyan/shared/data-overcast/CHUKCHI/ATL07/'\n",
    "# fname='ATL07-01_20190324002217_13070201_002_01.h5'\n",
    "fname='processed_ATL07-01_20190713013714_02290401_003_02.h5'\n",
    "fname='processed_ATL07-01_20190601145203_09830301_003_02.h5'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "processed_ATL07-01_20190601145203_09830301_003_02.h5\n",
      "processed_ATL07-01_20190602032622_09910301_003_02.h5\n",
      "processed_ATL07-01_20190602142624_09980301_003_02.h5\n",
      "processed_ATL07-01_20190603030043_10060301_003_02.h5\n",
      "processed_ATL07-01_20190605144343_10440301_003_02.h5\n",
      "processed_ATL07-01_20190606031802_10520301_003_02.h5\n",
      "processed_ATL07-01_20190607025223_10670301_003_02.h5\n",
      "processed_ATL07-01_20190611024404_11280301_003_02.h5\n",
      "processed_ATL07-01_20190615023544_11890301_003_02.h5\n",
      "processed_ATL07-01_20190617141844_12270301_003_02.h5\n",
      "processed_ATL07-01_20190618025303_12350301_003_02.h5\n",
      "processed_ATL07-01_20190619022724_12500301_003_02.h5\n",
      "processed_ATL07-01_20190621141024_12880301_003_02.h5\n",
      "processed_ATL07-01_20190622024443_12960301_003_02.h5\n",
      "processed_ATL07-01_20190623021903_13110301_003_02.h5\n",
      "processed_ATL07-01_20190626023622_13570301_003_02.h5\n",
      "processed_ATL07-01_20190626133624_13640301_003_02.h5\n",
      "processed_ATL07-01_20190713013714_02290401_003_02.h5\n"
     ]
    }
   ],
   "source": [
    "! ls /home/jovyan/shared/data-overcast/CHUKCHI/ATL07"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n"
     ]
    }
   ],
   "source": [
    "f = h5py.File(data_loc+fname, 'r')\n",
    "#check to see if it is forward (1)  or backward (0) orientation to know which beam is strong/weak\n",
    "print(f['orbit_info/sc_orient'][0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We are in backward orientation, left beams are strong, right are weak. Here are the ATL07 parameters we are interested in using in this notebook:\n",
    "\n",
    "In Group: gtx/sea_ice_segments/\n",
    "* latitude\n",
    "* longitude\n",
    "* delta_time\n",
    "* seg_dist_x\n",
    "\n",
    "In Group: gtx/sea_ice_segments/heights/\n",
    "* height_segment_height\n",
    "* height_segment_confidence\n",
    "* height_segment_type\n",
    "* height_segment_ssh_flag\n",
    "* height_segment_w_gaussian\n",
    "\n",
    "In Group: gtx/sea_ice_segments/stats/\n",
    "* photon_rate\n",
    "* cloud_flag_asr\n",
    "\n",
    "In Group: gtx/sea_ice_segments/geophysical/\n",
    "* height_segment_lpe\n",
    "* height_segment_mss\n",
    "* height_segment_ocean\n",
    "* height_segment_ib\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Run the getATL07 function to read the data into a pandas dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>lats</th>\n",
       "      <th>lons</th>\n",
       "      <th>heights</th>\n",
       "      <th>dt</th>\n",
       "      <th>conf</th>\n",
       "      <th>stype</th>\n",
       "      <th>ssh_flag</th>\n",
       "      <th>gauss</th>\n",
       "      <th>photon_rate</th>\n",
       "      <th>cloud</th>\n",
       "      <th>mss</th>\n",
       "      <th>ocean</th>\n",
       "      <th>lpe</th>\n",
       "      <th>ib</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>66.205903</td>\n",
       "      <td>-163.231532</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>4.463696e+07</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>5</td>\n",
       "      <td>4.874598</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>0.052446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>66.211869</td>\n",
       "      <td>-163.233222</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>4.463696e+07</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>5</td>\n",
       "      <td>4.850319</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>0.052365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>66.226556</td>\n",
       "      <td>-163.237382</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>4.463696e+07</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>5</td>\n",
       "      <td>4.788827</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>0.052186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>66.238481</td>\n",
       "      <td>-163.240765</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>4.463696e+07</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>5</td>\n",
       "      <td>4.737821</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>0.052045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>66.277612</td>\n",
       "      <td>-163.251882</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>4.463696e+07</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>5</td>\n",
       "      <td>4.565968</td>\n",
       "      <td>-3.855133e-02</td>\n",
       "      <td>1.400796e-03</td>\n",
       "      <td>0.051505</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        lats        lons       heights            dt          conf  stype  \\\n",
       "0  66.205903 -163.231532  3.402823e+38  4.463696e+07  3.402823e+38      1   \n",
       "1  66.211869 -163.233222  3.402823e+38  4.463696e+07  3.402823e+38      1   \n",
       "2  66.226556 -163.237382  3.402823e+38  4.463696e+07  3.402823e+38      1   \n",
       "3  66.238481 -163.240765  3.402823e+38  4.463696e+07  3.402823e+38      1   \n",
       "4  66.277612 -163.251882  3.402823e+38  4.463696e+07  3.402823e+38      1   \n",
       "\n",
       "   ssh_flag         gauss   photon_rate  cloud       mss         ocean  \\\n",
       "0         0  3.402823e+38  3.402823e+38      5  4.874598  3.402823e+38   \n",
       "1         0  3.402823e+38  3.402823e+38      5  4.850319  3.402823e+38   \n",
       "2         0  3.402823e+38  3.402823e+38      5  4.788827  3.402823e+38   \n",
       "3         0  3.402823e+38  3.402823e+38      5  4.737821  3.402823e+38   \n",
       "4         0  3.402823e+38  3.402823e+38      5  4.565968 -3.855133e-02   \n",
       "\n",
       "            lpe        ib  \n",
       "0  3.402823e+38  0.052446  \n",
       "1  3.402823e+38  0.052365  \n",
       "2  3.402823e+38  0.052186  \n",
       "3  3.402823e+38  0.052045  \n",
       "4  1.400796e-03  0.051505  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "beam='gt1l'\n",
    "df07= rd.getATL07(f,beam)\n",
    "df07.head()\n",
    "# df07['stype'].hist()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Use the getATL03 function from the readers script to read in the ATL03 data from the same RGT."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# fname='ATL03_20190324004315_13070204_003_01.h5'\n",
    "# f = h5py.File(data_loc+fname, 'r')\n",
    "# beam='gt1l'\n",
    "# df03=rd.getATL03(f, beam)\n",
    "# df03.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Surface type classification\n",
    "\n",
    "First we want to look at the surface type classifications in ATL07 and demonstrate how the classification algorithm works.\n",
    "\n",
    "Surface type parameter: Value that indicates segment surface type as sea ice or different types of sea surface. \n",
    "\n",
    " 0 cloud_covered \n",
    " \n",
    " 1 other (sea ice)\n",
    " \n",
    " 2-5 specular lead : high photon rates\n",
    "\n",
    " 6-9 dark lead : low/medium photon rate but narrow surface height distribution"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Cut to smaller region\n",
    "Using the same method as before to look at a shorter section."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "lonmin,lonmax,latmin,latmax= [-150, -110, 75, 78]\n",
    "region=(df07.lats>latmin)&(df07.lats<latmax)&(df07.lons>lonmin)&(df07.lons<lonmax)\n",
    "df07_cut=df07[region]\n",
    "# cut df03 to region of interest\n",
    "# region=(df03.lats>latmin)&(df03.lats<latmax)&(df03.lons>lonmin)&(df03.lons<lonmax)\n",
    "# df03_cut=df03[region]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Apply vertical corrections to ATL03\n",
    "A number of corrections are applied to the between ATL03 heights and ATL07 heights. To compare ATL03 and ATL07 we apply these corrections to the ATL03 data so that it has the same vertical reference as ATL07. \n",
    "\n",
    "We interpolate the correction values from the ATL07 parameters to the ATL03 alongtrack distance. Then we subtract those corrections from the ATL03 heights to compare with ATL07 heights. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "# mean sea surface correction\n",
    "mss_corr=interp1d(df07.dt.values,df07.mss.values)\n",
    "# inverted barometer correction\n",
    "ib_corr=interp1d(df07.dt.values,df07.ib.values)\n",
    "# ocean tide correction\n",
    "ocean_corr=interp1d(df07.dt.values,df07.ocean.values)\n",
    "# long period equilibrium tide correction\n",
    "lpe_corr=interp1d(df07.dt.values,df07.lpe.values)\n",
    "\n",
    "# df03_cut['correction']=mss_corr(df03_cut.dt.values)+ib_corr(df03_cut.dt.values)+ocean_corr(df03_cut.dt.values)+lpe_corr(df03_cut.dt.values)\n",
    "# df03_cut['height_corr']=df03_cut.heights-df03_cut.correction\n",
    "# df03_cut.head()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Map the region\n",
    "Let's show the area that we are working with first:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "var= 'heights' \n",
    "\n",
    "## we will want to set colorbar parameters based on the chosen variable\n",
    "vmin=0\n",
    "vmax=10\n",
    "ticks=np.arange(vmin,vmax,1)\n",
    "\n",
    "plt.figure(figsize=(8,8), dpi= 90)\n",
    "ax = plt.axes(projection=ccrs.NorthPolarStereo(central_longitude=-50)) # choose polar sterographic for projection\n",
    "ax.coastlines(resolution='50m', color='black', linewidth=1)\n",
    "ax.set_extent([-150, -110, 60, 85], ccrs.PlateCarree())\n",
    "plt.scatter(df07_cut['lons'][::100], df07_cut['lats'][::100],c=df07_cut[var][::100], cmap=plt.cm.get_cmap('RdYlGn').reversed(), vmin=vmin,vmax=vmax,transform=ccrs.PlateCarree())\n",
    "plt.colorbar(label=var, shrink=0.5, ticks=ticks,extend='both');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Subplots showing relationship between variables\n",
    "Here I wanted to show the relationship between different parameters and surface type classification. The surface type classification for ATL07 segments is based on the surface photon rate, the background rate and the width of the surface photon distribution. After the radiometric classification of the surface step, a final step looks at the heights of the ATL07 segment, and ensures it is in the lowest 2% of the distribution of all segment heights wihtin 200km section, which in the case it is. So the sea surface height flag value is 1 (sea surface).\n",
    "* Plot 1: Photon rate\n",
    "* Plot 2: Gaussian width\n",
    "* Plot 3: The ATL07 surface flag is 3: specular lead.\n",
    "* Plot 4: The ATL07 sea ice segment heights on top of the ATL03 photon cloud. \n",
    "* Plot 5: Sea surface height flag. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'latitude')"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1440 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(5,1,figsize=(15,20))\n",
    "\n",
    "ax[0].scatter(df07_cut.lats,df07_cut.photon_rate,s=2,c='gray', label='ATL07 all surface type')\n",
    "ax[0].scatter(df07_cut[df07_cut.stype>1].lats,df07_cut[df07_cut.stype>1].photon_rate,s=10,c='b', label= 'ATL07 surface type lead')\n",
    "ax[0].legend(fontsize=15)\n",
    "ax[0].set_ylim(0,20)\n",
    "ax[0].set_ylabel('ATL07 \\nphoton rate',fontsize=15)\n",
    "\n",
    "ax[1].scatter(df07_cut.lats,df07_cut.gauss,s=2,c='gray', label='ATL07 all surface type')\n",
    "ax[1].scatter(df07_cut[df07_cut.stype>1].lats,df07_cut[df07_cut.stype>1].gauss,s=10,c='blue',label= 'ATL07 surface type lead')\n",
    "ax[1].legend(loc=1,fontsize=15)\n",
    "ax[1].set_ylabel('ATL07 \\ngaussian width',fontsize=15)\n",
    "ax[1].set_ylim(0,.6)\n",
    "\n",
    "ax[2].grid()\n",
    "ax[2].scatter(df07_cut.lats,df07_cut.stype,s=2,c='gray',label='ATL07 all surface type')\n",
    "ax[2].scatter(df07_cut[df07_cut.stype>1].lats,df07_cut[df07_cut.stype>1].stype,s=10,c='blue',label= 'ATL07 surface type lead')\n",
    "ax[2].legend(fontsize=15)\n",
    "ax[2].set_ylim(-1,10)\n",
    "ax[2].set_ylabel('ATL07 \\nsurface type',fontsize=15)\n",
    "ax[2].set_yticks(np.arange(0,10,1))\n",
    "\n",
    "# ax[3].scatter(df03_cut.lats[df03_cut.conf<3],df03_cut.height_corr[df03_cut.conf<3],c='r',s=.5,alpha=.3)\n",
    "# ax[3].scatter(df03_cut.lats[df03_cut.conf>2],df03_cut.height_corr[df03_cut.conf>2],c='g',s=.5,alpha=.3)\n",
    "# ax[3].scatter(0,0,c='g',s=5,alpha=1, label = 'ATL03 med/high conf')\n",
    "# ax[3].scatter(0,0,c='r',s=5,alpha=1, label= \"ATL03 low conf\")\n",
    "\n",
    "ax[3].scatter(df07_cut.lats,df07_cut.heights,marker='s',s=5,c='k',alpha=.5, label= 'ATL07 heights')\n",
    "ax[3].scatter(df07_cut[df07_cut.stype>1].lats,df07_cut[df07_cut.stype>1].heights,marker='s',s=10,c='b', label= 'ATL07 surface type lead')\n",
    "ax[3].legend(ncol=2, loc=4,fontsize=15)\n",
    "ax[3].set_ylim(-1,2)\n",
    "ax[3].set_ylabel('ATL03 and ATL07 \\nsurface heights',fontsize=15)\n",
    "\n",
    "ax[4].scatter(df07_cut.lats,df07_cut.ssh_flag,c='k',s=2,marker='.',label='ATL07 all surface type')\n",
    "ax[4].scatter(df07_cut[df07_cut.stype>1].lats,df07_cut[df07_cut.stype>1].ssh_flag,c='b',s=10,label='ATL07 surface type lead')\n",
    "ax[4].legend(fontsize=15)\n",
    "ax[4].grid()\n",
    "ax[4].set_ylim(-1,2)\n",
    "ax[4].set_yticks(np.arange(0,2,1))\n",
    "ax[4].set_yticklabels(['sea ice', 'sea surface'],fontsize=12)\n",
    "ax[4].set_ylabel('ATL07 ssh flag',fontsize=15)\n",
    "\n",
    "ax[4].set_xlabel('latitude',fontsize=15)\n",
    "\n",
    "# for a in np.arange(0,5):\n",
    "#     ax[a].set_xlim(latmin,latmax)\n",
    "#     ax[a].axvline(df07_cut[df07_cut.ssh_flag==1].lats.values[0],c='y',alpha=.2, linewidth=10)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Impact of Clouds on Data\n",
    "\n",
    "Here we are looking at the cloud flag. This is a useful parameter if you want to filter the data. We investigate a section of data that transitions from clear to cloudy and see how that impacts the parameters in ATL07 and ATL03."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_loc='/home/jovyan/tutorial-data/sea-ice/'\n",
    "fname='ATL07-01_20190430080720_04900301_002_01.h5'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n"
     ]
    }
   ],
   "source": [
    "f = h5py.File(data_loc+fname, 'r')\n",
    "# check to see if it is forward (1)  or backward (0) orientation to know which beam is strong/weak\n",
    "# (2 is transition phase- don't use these data)\n",
    "print(f['orbit_info/sc_orient'][0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>lats</th>\n",
       "      <th>lons</th>\n",
       "      <th>heights</th>\n",
       "      <th>dt</th>\n",
       "      <th>conf</th>\n",
       "      <th>stype</th>\n",
       "      <th>ssh_flag</th>\n",
       "      <th>gauss</th>\n",
       "      <th>photon_rate</th>\n",
       "      <th>cloud</th>\n",
       "      <th>mss</th>\n",
       "      <th>ocean</th>\n",
       "      <th>lpe</th>\n",
       "      <th>ib</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>64.630882</td>\n",
       "      <td>-38.745903</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>4.184786e+07</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>5</td>\n",
       "      <td>46.422905</td>\n",
       "      <td>-0.298257</td>\n",
       "      <td>-0.005585</td>\n",
       "      <td>-0.051556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>64.632848</td>\n",
       "      <td>-38.746144</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>4.184786e+07</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>5</td>\n",
       "      <td>46.417488</td>\n",
       "      <td>-0.298275</td>\n",
       "      <td>-0.005586</td>\n",
       "      <td>-0.051655</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>64.657136</td>\n",
       "      <td>-38.749144</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>4.184786e+07</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>5</td>\n",
       "      <td>46.357327</td>\n",
       "      <td>-0.298487</td>\n",
       "      <td>-0.005589</td>\n",
       "      <td>-0.052876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>64.687398</td>\n",
       "      <td>-38.752883</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>4.184786e+07</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>5</td>\n",
       "      <td>46.284157</td>\n",
       "      <td>-0.298747</td>\n",
       "      <td>-0.005594</td>\n",
       "      <td>-0.054403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>64.687398</td>\n",
       "      <td>-38.752883</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>4.184786e+07</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>3.402823e+38</td>\n",
       "      <td>5</td>\n",
       "      <td>46.284157</td>\n",
       "      <td>-0.298747</td>\n",
       "      <td>-0.005594</td>\n",
       "      <td>-0.054403</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        lats       lons       heights            dt          conf  stype  \\\n",
       "0  64.630882 -38.745903  3.402823e+38  4.184786e+07  3.402823e+38      1   \n",
       "1  64.632848 -38.746144  3.402823e+38  4.184786e+07  3.402823e+38      1   \n",
       "2  64.657136 -38.749144  3.402823e+38  4.184786e+07  3.402823e+38      1   \n",
       "3  64.687398 -38.752883  3.402823e+38  4.184786e+07  3.402823e+38      1   \n",
       "4  64.687398 -38.752883  3.402823e+38  4.184786e+07  3.402823e+38      1   \n",
       "\n",
       "   ssh_flag         gauss   photon_rate  cloud        mss     ocean       lpe  \\\n",
       "0         0  3.402823e+38  3.402823e+38      5  46.422905 -0.298257 -0.005585   \n",
       "1         0  3.402823e+38  3.402823e+38      5  46.417488 -0.298275 -0.005586   \n",
       "2         0  3.402823e+38  3.402823e+38      5  46.357327 -0.298487 -0.005589   \n",
       "3         0  3.402823e+38  3.402823e+38      5  46.284157 -0.298747 -0.005594   \n",
       "4         0  3.402823e+38  3.402823e+38      5  46.284157 -0.298747 -0.005594   \n",
       "\n",
       "         ib  \n",
       "0 -0.051556  \n",
       "1 -0.051655  \n",
       "2 -0.052876  \n",
       "3 -0.054403  \n",
       "4 -0.054403  "
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "beam='gt1l'\n",
    "df07=rd.getATL07(f,beam)\n",
    "df07.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Map cloud data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "var= 'cloud' #choose which variable we want to plot\n",
    "\n",
    "## we will want to set colorbar parameters based on the chosen variable\n",
    "vmin=0\n",
    "vmax=6\n",
    "ticks=np.arange(vmin,vmax+1,1)\n",
    "\n",
    "plt.figure(figsize=(8,8), dpi= 90)\n",
    "ax = plt.axes(projection=ccrs.NorthPolarStereo(central_longitude=0)) # choose polar sterographic for projection\n",
    "ax.coastlines(resolution='50m', color='black', linewidth=1)\n",
    "ax.set_extent([-180, 180, 60, 90], ccrs.PlateCarree())\n",
    "plt.scatter(df07['lons'][::100], df07['lats'][::100],c=df07[var][::100], cmap='viridis', vmin=vmin,vmax=vmax,transform=ccrs.PlateCarree())#plt.cm.get_cmap('RdYlGn').reversed()\n",
    "plt.colorbar(label=var, shrink=0.5, ticks=ticks,extend='both');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The cloud parameter ranges from 0 to 6 and is from the ATL09 atmosphere product:\n",
    "* 0: high confidence clear\n",
    "* 1: medium confidence clear\n",
    "* 2: low confidence clear\n",
    "* 3: low confidence cloudy\n",
    "* 4: medium confidence cloudy\n",
    "* 5: high confidence cloudy\n",
    "* 6: unknown"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### How do clouds affect parameters?\n",
    "We will look at the photon rate parameter. The average number of photons returned per shot over a segment.We are looking at a smaller region that has cloudy and clear data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "# cut to region that has clear and cloudy data\n",
    "lonmin,lonmax,latmin,latmax= [170,180,85.6,86]\n",
    "region=(df07.lats>latmin)&(df07.lats<latmax)&(df07.lons>lonmin)&(df07.lons<lonmax)\n",
    "df07_cut=df07[region]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "var= 'cloud' #choose which variable we want to plot\n",
    "\n",
    "## we will want to set colorbar parameters based on the chosen variable\n",
    "vmin=0\n",
    "vmax=6\n",
    "ticks=np.arange(vmin,vmax+1,1)\n",
    "\n",
    "\n",
    "plt.figure(figsize=(8,8), dpi= 90)\n",
    "ax = plt.axes(projection=ccrs.NorthPolarStereo(central_longitude=0)) # choose polar sterographic for projection\n",
    "ax.coastlines(resolution='50m', color='black', linewidth=1)\n",
    "ax.set_extent([-180, 180, 70, 90], ccrs.PlateCarree())\n",
    "plt.scatter(df07_cut['lons'][::10], df07_cut['lats'][::10],c=df07_cut[var][::10], cmap='viridis', vmin=vmin,vmax=vmax,transform=ccrs.PlateCarree())\n",
    "plt.colorbar(label=var, shrink=0.5, ticks=ticks,extend='neither');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Compare cloud flag and photon rate variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'latitude')"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(2,1,figsize=(15,7))\n",
    "ax[0].scatter(df07_cut.lats,df07_cut.cloud, s=5, c='b')\n",
    "ax[0].set_ylabel('cloudiness -->',fontsize=15)\n",
    "ax[0].set_ylim(-1,6)\n",
    "ax[0].set_xlim(min(df07_cut.lats),max(df07_cut.lats))\n",
    "ax[1].scatter(df07_cut.lats,df07_cut.photon_rate, s=5, c='k')\n",
    "ax[1].set_ylim(0,20)\n",
    "ax[1].set_xlim(min(df07_cut.lats),max(df07_cut.lats))\n",
    "ax[1].set_ylabel('photon rate',fontsize=15)\n",
    "ax[1].set_xlabel('latitude',fontsize=15)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can see as the cloudiness increases from low/med confidence clear to high confidence cloudy, the photon rate drops."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Lets look at how clouds affect the ATL03 data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "fname='ATL03_20190430082817_04900304_003_01.h5'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "f = h5py.File(data_loc+fname, 'r')\n",
    "beam='gt1l'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Use the getATL03 function to bring in the relevant ATL03 data into a pandas dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>lats</th>\n",
       "      <th>lons</th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "      <th>heights</th>\n",
       "      <th>dt</th>\n",
       "      <th>conf</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>80.057553</td>\n",
       "      <td>-44.951288</td>\n",
       "      <td>8938431.0</td>\n",
       "      <td>-32618.839844</td>\n",
       "      <td>1626.557007</td>\n",
       "      <td>4.184809e+07</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>80.057542</td>\n",
       "      <td>-44.951344</td>\n",
       "      <td>8938430.0</td>\n",
       "      <td>-32617.537109</td>\n",
       "      <td>1645.018433</td>\n",
       "      <td>4.184809e+07</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>80.057577</td>\n",
       "      <td>-44.951254</td>\n",
       "      <td>8938433.0</td>\n",
       "      <td>-32619.966797</td>\n",
       "      <td>1609.915405</td>\n",
       "      <td>4.184809e+07</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>80.057584</td>\n",
       "      <td>-44.951258</td>\n",
       "      <td>8938434.0</td>\n",
       "      <td>-32620.046875</td>\n",
       "      <td>1608.427856</td>\n",
       "      <td>4.184809e+07</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>80.057574</td>\n",
       "      <td>-44.951349</td>\n",
       "      <td>8938433.0</td>\n",
       "      <td>-32618.103516</td>\n",
       "      <td>1635.609009</td>\n",
       "      <td>4.184809e+07</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        lats       lons          x             y      heights            dt  \\\n",
       "0  80.057553 -44.951288  8938431.0 -32618.839844  1626.557007  4.184809e+07   \n",
       "1  80.057542 -44.951344  8938430.0 -32617.537109  1645.018433  4.184809e+07   \n",
       "2  80.057577 -44.951254  8938433.0 -32619.966797  1609.915405  4.184809e+07   \n",
       "3  80.057584 -44.951258  8938434.0 -32620.046875  1608.427856  4.184809e+07   \n",
       "4  80.057574 -44.951349  8938433.0 -32618.103516  1635.609009  4.184809e+07   \n",
       "\n",
       "   conf  \n",
       "0    -1  \n",
       "1    -1  \n",
       "2    -1  \n",
       "3    -1  \n",
       "4    -1  "
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df03=rd.getATL03(f,beam)\n",
    "df03.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "# cut df03 to region of interest\n",
    "region=(df03.lats>latmin)&(df03.lats<latmax)&(df03.lons>lonmin)&(df03.lons<lonmax)\n",
    "df03_cut=df03[region]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we plot latitudinal sections that show the relationship between ATL07 cloudiness, photon rate, and the ATL03 surface heights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(3,1,figsize=(15,10))\n",
    "ax[0].scatter(df07_cut.lats,df07_cut.cloud, s=5,c='b')\n",
    "ax[0].set_ylabel('ATL07 cloudiness -->',fontsize=15)\n",
    "ax[0].set_xlim(min(df07_cut.lats),max(df07_cut.lats))\n",
    "ax[1].scatter(df07_cut.lats,df07_cut.photon_rate, s=5,c='k')\n",
    "ax[1].set_ylim(0,20)\n",
    "ax[1].set_xlim(min(df07_cut.lats),max(df07_cut.lats))\n",
    "ax[1].set_ylabel('ATL07 photon rate',fontsize=15)\n",
    "ax[2].scatter(df03_cut.lats[df03_cut.conf<3],df03_cut.heights[df03_cut.conf<3],c='r',s=.1,alpha=.5)\n",
    "ax[2].scatter(df03_cut.lats[df03_cut.conf>2],df03_cut.heights[df03_cut.conf>2],c='g',s=.1,alpha=.5)\n",
    "ax[2].set_ylim(0,20)\n",
    "ax[2].set_xlim(min(df07_cut.lats),max(df07_cut.lats))\n",
    "ax[2].set_ylabel('ATL03 surface heights',fontsize=15)\n",
    "ax[2].set_xlabel('latitude', fontsize=15);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Also note in this section you can see the solar background photons above and below the surface."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Zoom into that transition from clear to cloudy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "lonmin,lonmax,latmin,latmax= [170,180,85.84,85.9]\n",
    "region=(df07.lats>latmin)&(df07.lats<latmax)&(df07.lons>lonmin)&(df07.lons<lonmax)\n",
    "df07_cut=df07[region]\n",
    "# cut df03 to region of interest\n",
    "region=(df03.lats>latmin)&(df03.lats<latmax)&(df03.lons>lonmin)&(df03.lons<lonmax)\n",
    "df03_cut=df03[region]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(3,1,figsize=(15,10))\n",
    "ax[0].scatter(df07_cut.lats,df07_cut.cloud, s=5,c='b')\n",
    "ax[0].set_ylabel('ATL07 cloudiness -->',fontsize=15)\n",
    "ax[0].set_ylim(-1,6)\n",
    "ax[0].set_xlim(min(df07_cut.lats),max(df07_cut.lats))\n",
    "ax[1].scatter(df07_cut.lats,df07_cut.photon_rate, s=5,c='k')\n",
    "ax[1].set_ylim(0,20)\n",
    "ax[1].set_ylabel('ATL07 photon rate',fontsize=15)\n",
    "ax[1].set_xlim(min(df07_cut.lats),max(df07_cut.lats))\n",
    "ax[2].scatter(df03_cut.lats[df03_cut.conf<3],df03_cut.heights[df03_cut.conf<3],c='r',s=.1,alpha=.5)\n",
    "ax[2].scatter(df03_cut.lats[df03_cut.conf>2],df03_cut.heights[df03_cut.conf>2],c='g',s=.1,alpha=.5)\n",
    "ax[2].set_ylim(5,15)\n",
    "ax[2].set_xlim(min(df07_cut.lats),max(df07_cut.lats))\n",
    "ax[2].set_ylabel('ATL03 surface heights',fontsize=15)\n",
    "ax[2].set_xlabel('latitude', fontsize=15);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:notebook] *",
   "language": "python",
   "name": "conda-env-notebook-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
